A machine-learning approach for differentiating borderline personality disorder from community participants with brain-wide functional connectivity.

Journal: Journal of affective disorders
PMID:

Abstract

BACKGROUND: Functional connectivity has garnered interest as a potential biomarker of psychiatric disorders including borderline personality disorder (BPD). However, small sample sizes and lack of within-study replications have led to divergent findings with no clear spatial foci.

Authors

  • Juha M Lahnakoski
    Independent Max Planck Research Group for Social Neuroscience, Max Planck Institute of Psychiatry, Munich, Germany; Institute of Neuroscience and Medicine, Brain & Behaviour (INM-7), Research Center Jülich, Wilhelm-Johnen-Straße, 52428 Jülich, Germany; Institute of Systems Neuroscience, Medical Faculty, Heinrich Heine University Düsseldorf, Moorenstr. 5, 40225 Düsseldorf, Germany. Electronic address: j.lahnakoski@fz-juelich.de.
  • Tobias Nolte
    Wellcome Trust Centre for Neuroimaging, University College London, London, United Kingdom; Anna Freud National Centre for Children and Families, London, United Kingdom.
  • Alec Solway
    Fralin Biomedical Research Institute at VTC, Virginia Tech, Roanoke, VA, USA.
  • Iris Vilares
    Department of Psychology, University of Minnesota, Minneapolis, MN, USA.
  • Andreas Hula
    Austrian Institute of Technology, Vienna, Austria.
  • Janet Feigenbaum
    Research Department of Clinical, Educational and Health Psychology, University College London, London, United Kingdom.
  • Terry Lohrenz
    Fralin Biomedical Research Institute at VTC, Virginia Tech, Roanoke, VA, USA.
  • Brooks King-Casas
    Fralin Biomedical Research Institute at VTC, Virginia Tech, Roanoke, VA, USA; Department of Psychology, Virginia Tech, Blacksburg, VA, USA.
  • Peter Fonagy
    Research Department of Clinical, Educational, and Health Psychology, University College London, London, United Kingdom.
  • P Read Montague
    Wellcome Trust Centre for Neuroimaging, University College London, London, United Kingdom; Fralin Biomedical Research Institute at VTC, Virginia Tech, Roanoke, VA, USA; Department of Physics, Virginia Tech, Blacksburg, VA, USA; Department of Psychiatry and Behavioral Medicine, Virginia Tech Carilion School of Medicine, Virginia Tech, Roanoke, VA, USA.
  • Leonhard Schilbach
    Independent Max Planck Research Group for Social Neuroscience, Max Planck Institute of Psychiatry, Munich, Germany; Department of Psychiatry, Ludwig-Maximilians-Universität, Munich, Germany.